{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 第一阶段，先做movies与user的分级分布\n",
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import gensim\n",
    "from gensim.models import Word2Vec\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import gc\n",
    "import random\n",
    "import datetime\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "##数据导入，只需要用到movies电影数据集和评分数据集\n",
    "df_movies = pd.read_csv('./data/ml-20m/movies.csv')\n",
    "df_ratings = pd.read_csv('./data/ml-20m/ratings.csv')\n",
    "#将电影数据分别转换为id=>name，name=>id的映射字典\n",
    "movieId_to_name = pd.Series(df_movies.title.values, index = df_movies.movieId.values).to_dict()\n",
    "name_to_movieId = pd.Series(df_movies.movieId.values, index = df_movies.title.values).to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23669</th>\n",
       "      <td>112586</td>\n",
       "      <td>Brothers (Veljekset) (2011)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26667</th>\n",
       "      <td>128305</td>\n",
       "      <td>They All Lie (2009)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3973</th>\n",
       "      <td>4067</td>\n",
       "      <td>Untamed Heart (1993)</td>\n",
       "      <td>Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18415</th>\n",
       "      <td>91880</td>\n",
       "      <td>My Best Enemy (Mi mejor enemigo) (2005)</td>\n",
       "      <td>Drama|War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25795</th>\n",
       "      <td>122218</td>\n",
       "      <td>The Sky Dragon (1949)</td>\n",
       "      <td>Adventure|Comedy|Crime|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                                    title  \\\n",
       "23669   112586              Brothers (Veljekset) (2011)   \n",
       "26667   128305                      They All Lie (2009)   \n",
       "3973      4067                     Untamed Heart (1993)   \n",
       "18415    91880  My Best Enemy (Mi mejor enemigo) (2005)   \n",
       "25795   122218                    The Sky Dragon (1949)   \n",
       "\n",
       "                                        genres  \n",
       "23669                                    Drama  \n",
       "26667                                    Drama  \n",
       "3973                             Drama|Romance  \n",
       "18415                                Drama|War  \n",
       "25795  Adventure|Comedy|Crime|Mystery|Thriller  "
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying 5 of the total 27278 data points\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5132461</th>\n",
       "      <td>35132</td>\n",
       "      <td>63082</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1350248952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13187804</th>\n",
       "      <td>91120</td>\n",
       "      <td>1037</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1194904855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5639561</th>\n",
       "      <td>38818</td>\n",
       "      <td>350</td>\n",
       "      <td>5.0</td>\n",
       "      <td>843260140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16149444</th>\n",
       "      <td>111787</td>\n",
       "      <td>2001</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1259732578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10528966</th>\n",
       "      <td>72840</td>\n",
       "      <td>5065</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1023922604</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          userId  movieId  rating   timestamp\n",
       "5132461    35132    63082     4.5  1350248952\n",
       "13187804   91120     1037     2.5  1194904855\n",
       "5639561    38818      350     5.0   843260140\n",
       "16149444  111787     2001     3.5  1259732578\n",
       "10528966   72840     5065     3.0  1023922604"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Displaying 5 of the total 20000263 data points\n"
     ]
    }
   ],
   "source": [
    "#随机打印5条记录在数据集里\n",
    "for df in list((df_movies, df_ratings)):\n",
    "    rand_idx = np.random.choice(len(df), 5, replace=False)\n",
    "    display(df.iloc[rand_idx, :])\n",
    "    print(f\"Displaying 5 of the total {str(len(df))} data points\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##分析数据阶段\n",
    "\n",
    "plt.figure(figsize=(6, 4))\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "ax.set_title(\"Distribution of Movie Ratings\")\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "\n",
    "# plt.xticks(fontsize=12)\n",
    "# plt.yticks(fontsize=12)\n",
    "plt.xlabel(\"Movie Rating\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.hist(df_ratings['rating'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rating data: 14000184\n",
      "Number of test data: 6000079\n",
      "Time passed: 0:00:10.912642\n"
     ]
    }
   ],
   "source": [
    "##数据集切分\n",
    "start = datetime.datetime.now()\n",
    "\n",
    "df_ratings_train, df_ratings_test = train_test_split(df_ratings,\n",
    "                                                    stratify=df_ratings['userId'], #按userID分布做划分\n",
    "                                                    random_state=1234,\n",
    "                                                    test_size=0.30)\n",
    "\n",
    "print(f\"Number of rating data: {str(len(df_ratings_train))}\")\n",
    "print(f\"Number of test data: {str(len(df_ratings_test))}\")\n",
    "\n",
    "print(f\"Time passed: {str(datetime.datetime.now() - start)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "##构建item序列，并根据分数来做类别划分，然后根据分组来确定最终的item序列\n",
    "def rating_splitter(df):\n",
    "    df['liked'] = np.where(df['rating'] >= 4, 1, 0) #输出0/1划分\n",
    "    df['movieId'] = df['movieId'].astype('str')\n",
    "    gp_user_like = df.groupby(['liked', 'userId'])\n",
    "    \n",
    "    return ([gp_user_like.get_group(gp)['movieId'].tolist() for gp in gp_user_like.groups])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time passed: 0:03:23.370394\n"
     ]
    }
   ],
   "source": [
    "start = datetime.datetime.now()\n",
    "\n",
    "pd.options.mode.chained_assignment = None\n",
    "splitted_movies = rating_splitter(df_ratings_train)\n",
    "\n",
    "print(f\"Time passed: {str(datetime.datetime.now() - start)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time passed: 0:05:01.332603\n"
     ]
    }
   ],
   "source": [
    "##使用gensim的word2vec训练item2vec模型\n",
    "for movie_list in splitted_movies:\n",
    "    random.shuffle(movie_list)\n",
    "    \n",
    "start = datetime.datetime.now()\n",
    "\n",
    "model = Word2Vec(sentences=splitted_movies, #迭代序列\n",
    "                iter=5, #迭代次数\n",
    "                min_count=4, #忽略词频，小于10的将被忽略掉\n",
    "                size=32,  #训练后的向量维度\n",
    "                workers=2,  #设置的线程数\n",
    "                sg=1,  #训练模型的模型选择，1=skip-gram，0=CBOW\n",
    "                hs=0,  #训练代价函数的选择\n",
    "                negative=5,  #负采样\n",
    "                window=5)  #当前词和预测词的最大间隔\n",
    "\n",
    "print(f\"Time passed: {str(datetime.datetime.now() - start)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "##保存模型，保存了所有模型相关的信息，隐藏权重，词汇频率和模型二叉树，保存为word2vec文本格式，不能追加训练\n",
    "model.wv.save_word2vec_format(\"./model/item2vec_model_0315.bin\", binary=True)\n",
    "model.wv.save_word2vec_format(\"./model/item2vec_model_0315.txt\", binary=False)\n",
    "##保存模型,可以追加训练\n",
    "model.save('./model/item2vec_model_0315.model')\n",
    "\n",
    "##模型加载\n",
    "# gensim.models.KeyedVectors.load_word2vec_format('XX.txt', binary=False)\n",
    "# gensim.models.KeyedVectors.load_word2vec_format('XX.bin', binary=True)\n",
    "\n",
    "##追加训练，只能使用model.save的文件,更新模型\n",
    "# model_add = gensim.models.Word2Vec.load(\"XXX\").train(more_sentences)\n",
    "\n",
    "##模型评估\n",
    "# model.accuracy(\"./model/accuracy_item2vec.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def produce_list_of_movieId(list_of_movieName):\n",
    "    list_of_movie_id = []\n",
    "    for movieName in list_of_movieName:\n",
    "        if movieName in name_to_movieId.keys():\n",
    "            print(f\"model:produce_list_of_movieId, movieName: \"+ movieName)\n",
    "            list_of_movie_id.append(str(name_to_movieId[movieName]))\n",
    "    print(f\"model:produce_list_of_movieId, list_of_movie_id:{list_of_movie_id}\")\n",
    "    return list_of_movie_id\n",
    "\n",
    "def recommender(positive_list=None, negative_list=None, topn=20):\n",
    "    recommend_movie_ls = []\n",
    "    if positive_list:\n",
    "        print(f\"model:recommender, positive_list:{positive_list}\")\n",
    "        positive_list = produce_list_of_movieId(positive_list)\n",
    "    if negative_list:\n",
    "        print(f\"model:recommender, negative_list:{negative_list}\")\n",
    "        negative_list = produce_list_of_movieId(negative_list)\n",
    "    \n",
    "    print(f\"model:recommender, positive_list:{positive_list}\")\n",
    "    for movieId, prob in model.wv.most_similar_cosmul(positive=positive_list, negative=negative_list, topn=topn):\n",
    "        recommend_movie_ls.append(movieId)\n",
    "    return recommend_movie_ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:recommender, positive_list:['Toy Story 3 (2010)']\n",
      "model:produce_list_of_movieId, movieName: Toy Story 3 (2010)\n",
      "model:produce_list_of_movieId, list_of_movie_id:['78499']\n",
      "model:recommender, positive_list:['78499']\n",
      "Recommendation Result based on \"Toy Story 3 (2010)\":\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12746</th>\n",
       "      <td>60069</td>\n",
       "      <td>WALL·E (2008)</td>\n",
       "      <td>Adventure|Animation|Children|Romance|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13767</th>\n",
       "      <td>68954</td>\n",
       "      <td>Up (2009)</td>\n",
       "      <td>Adventure|Animation|Children|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15031</th>\n",
       "      <td>76093</td>\n",
       "      <td>How to Train Your Dragon (2010)</td>\n",
       "      <td>Adventure|Animation|Children|Fantasy|IMAX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15526</th>\n",
       "      <td>79091</td>\n",
       "      <td>Despicable Me (2010)</td>\n",
       "      <td>Animation|Children|Comedy|Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17499</th>\n",
       "      <td>88125</td>\n",
       "      <td>Harry Potter and the Deathly Hallows: Part 2 (...</td>\n",
       "      <td>Action|Adventure|Drama|Fantasy|Mystery|IMAX</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                                              title  \\\n",
       "12746    60069                                      WALL·E (2008)   \n",
       "13767    68954                                          Up (2009)   \n",
       "15031    76093                    How to Train Your Dragon (2010)   \n",
       "15526    79091                               Despicable Me (2010)   \n",
       "17499    88125  Harry Potter and the Deathly Hallows: Part 2 (...   \n",
       "\n",
       "                                            genres  \n",
       "12746  Adventure|Animation|Children|Romance|Sci-Fi  \n",
       "13767           Adventure|Animation|Children|Drama  \n",
       "15031    Adventure|Animation|Children|Fantasy|IMAX  \n",
       "15526              Animation|Children|Comedy|Crime  \n",
       "17499  Action|Adventure|Drama|Fantasy|Mystery|IMAX  "
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_now=\"Toy Story 3 (2010)\"\n",
    "ls = recommender(positive_list=[m_now], topn=5)\n",
    "print(f'Recommendation Result based on \"{m_now}\":')\n",
    "display(df_movies[df_movies['movieId'].isin(ls)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:recommender, positive_list:['Transformers (2007)']\n",
      "model:produce_list_of_movieId, movieName: Transformers (2007)\n",
      "model:produce_list_of_movieId, list_of_movie_id:['53996']\n",
      "model:recommender, positive_list:['53996']\n",
      "Recommendation Result based on \"Transformers (2007)\":\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>movieId</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11826</th>\n",
       "      <td>52722</td>\n",
       "      <td>Spider-Man 3 (2007)</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller|IMAX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12261</th>\n",
       "      <td>56174</td>\n",
       "      <td>I Am Legend (2007)</td>\n",
       "      <td>Action|Horror|Sci-Fi|Thriller|IMAX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12742</th>\n",
       "      <td>60040</td>\n",
       "      <td>Incredible Hulk, The (2008)</td>\n",
       "      <td>Action|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12747</th>\n",
       "      <td>60072</td>\n",
       "      <td>Wanted (2008)</td>\n",
       "      <td>Action|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12748</th>\n",
       "      <td>60074</td>\n",
       "      <td>Hancock (2008)</td>\n",
       "      <td>Action|Adventure|Comedy|Crime|Fantasy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                        title  \\\n",
       "11826    52722          Spider-Man 3 (2007)   \n",
       "12261    56174           I Am Legend (2007)   \n",
       "12742    60040  Incredible Hulk, The (2008)   \n",
       "12747    60072                Wanted (2008)   \n",
       "12748    60074               Hancock (2008)   \n",
       "\n",
       "                                      genres  \n",
       "11826  Action|Adventure|Sci-Fi|Thriller|IMAX  \n",
       "12261     Action|Horror|Sci-Fi|Thriller|IMAX  \n",
       "12742                          Action|Sci-Fi  \n",
       "12747                        Action|Thriller  \n",
       "12748  Action|Adventure|Comedy|Crime|Fantasy  "
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_now=\"Transformers (2007)\"\n",
    "ls = recommender(positive_list=[m_now], topn=5)\n",
    "print(f'Recommendation Result based on \"{m_now}\":')\n",
    "display(df_movies[df_movies['movieId'].isin(ls)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:recommender, positive_list:['2012 (2009)']\n",
      "model:produce_list_of_movieId, movieName: 2012 (2009)\n",
      "model:produce_list_of_movieId, list_of_movie_id:['72378']\n",
      "model:recommender, positive_list:['72378']\n",
      "Recommendation Result based on \"2012 (2009)\":\n"
     ]
    },
    {
     "data": {
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       "<style scoped>\n",
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       "      <th>13597</th>\n",
       "      <td>67799</td>\n",
       "      <td>The Butterfly Effect 3: Revelations (2009)</td>\n",
       "      <td>Drama|Fantasy|Sci-Fi|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13608</th>\n",
       "      <td>67867</td>\n",
       "      <td>Dragonball Evolution (2009)</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13713</th>\n",
       "      <td>68554</td>\n",
       "      <td>Angels &amp; Demons (2009)</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15397</th>\n",
       "      <td>78469</td>\n",
       "      <td>A-Team, The (2010)</td>\n",
       "      <td>Action|Comedy|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16037</th>\n",
       "      <td>81180</td>\n",
       "      <td>30 Days of Night: Dark Days (2010)</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId                                       title  \\\n",
       "13597    67799  The Butterfly Effect 3: Revelations (2009)   \n",
       "13608    67867                 Dragonball Evolution (2009)   \n",
       "13713    68554                      Angels & Demons (2009)   \n",
       "15397    78469                          A-Team, The (2010)   \n",
       "16037    81180          30 Days of Night: Dark Days (2010)   \n",
       "\n",
       "                                genres  \n",
       "13597    Drama|Fantasy|Sci-Fi|Thriller  \n",
       "13608  Action|Adventure|Fantasy|Sci-Fi  \n",
       "13713     Crime|Drama|Mystery|Thriller  \n",
       "15397           Action|Comedy|Thriller  \n",
       "16037                  Horror|Thriller  "
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_now=\"2012 (2009)\"\n",
    "ls = recommender(positive_list=[m_now], topn=5)\n",
    "print(f'Recommendation Result based on \"{m_now}\":')\n",
    "display(df_movies[df_movies['movieId'].isin(ls)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:recommender, positive_list:['Titanic (1997)']\n",
      "model:produce_list_of_movieId, movieName: Titanic (1997)\n",
      "model:produce_list_of_movieId, list_of_movie_id:['1721']\n",
      "model:recommender, positive_list:['1721']\n",
      "Recommendation Result based on \"Titanic (1997)\":\n"
     ]
    },
    {
     "data": {
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       "      <td>1682</td>\n",
       "      <td>Truman Show, The (1998)</td>\n",
       "      <td>Comedy|Drama|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1645</th>\n",
       "      <td>1704</td>\n",
       "      <td>Good Will Hunting (1997)</td>\n",
       "      <td>Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1713</th>\n",
       "      <td>1784</td>\n",
       "      <td>As Good as It Gets (1997)</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>1961</td>\n",
       "      <td>Rain Man (1988)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2183</th>\n",
       "      <td>2268</td>\n",
       "      <td>Few Good Men, A (1992)</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movieId                      title                genres\n",
       "1625     1682    Truman Show, The (1998)   Comedy|Drama|Sci-Fi\n",
       "1645     1704   Good Will Hunting (1997)         Drama|Romance\n",
       "1713     1784  As Good as It Gets (1997)  Comedy|Drama|Romance\n",
       "1877     1961            Rain Man (1988)                 Drama\n",
       "2183     2268     Few Good Men, A (1992)  Crime|Drama|Thriller"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_now=\"Titanic (1997)\"\n",
    "ls = recommender(positive_list=[m_now], topn=5)\n",
    "print(f'Recommendation Result based on \"{m_now}\":')\n",
    "display(df_movies[df_movies['movieId'].isin(ls)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model:recommender, positive_list:['Enemy at the Gates (2001)']\n",
      "model:produce_list_of_movieId, movieName: Enemy at the Gates (2001)\n",
      "model:produce_list_of_movieId, list_of_movie_id:['4223']\n",
      "model:recommender, positive_list:['4223']\n",
      "Recommendation Result based on \"Enemy at the Gates (2001)\":\n"
     ]
    },
    {
     "data": {
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       "      <th>4680</th>\n",
       "      <td>4776</td>\n",
       "      <td>Training Day (2001)</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4805</th>\n",
       "      <td>4901</td>\n",
       "      <td>Spy Game (2001)</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4914</th>\n",
       "      <td>5010</td>\n",
       "      <td>Black Hawk Down (2001)</td>\n",
       "      <td>Action|Drama|War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5056</th>\n",
       "      <td>5152</td>\n",
       "      <td>We Were Soldiers (2002)</td>\n",
       "      <td>Action|Drama|War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5367</th>\n",
       "      <td>5464</td>\n",
       "      <td>Road to Perdition (2002)</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movieId                     title                       genres\n",
       "4680     4776       Training Day (2001)         Crime|Drama|Thriller\n",
       "4805     4901           Spy Game (2001)  Action|Crime|Drama|Thriller\n",
       "4914     5010    Black Hawk Down (2001)             Action|Drama|War\n",
       "5056     5152   We Were Soldiers (2002)             Action|Drama|War\n",
       "5367     5464  Road to Perdition (2002)                  Crime|Drama"
      ]
     },
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_now=\"Enemy at the Gates (2001)\"\n",
    "ls = recommender(positive_list=[m_now], topn=5)\n",
    "print(f'Recommendation Result based on \"{m_now}\":')\n",
    "display(df_movies[df_movies['movieId'].isin(ls)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8848135561852837\n",
      "0.5666167598906688\n",
      "0.9526461499087733\n",
      "0.5014512812580174\n"
     ]
    }
   ],
   "source": [
    "###查看两个向量的相似度\n",
    "print(model.wv.similarity(str(name_to_movieId['Rain Man (1988)']) , str(name_to_movieId['Truman Show, The (1998)'])))\n",
    "print(model.wv.similarity(str(name_to_movieId['Rain Man (1988)']) , str(name_to_movieId['Up (2009)'])))\n",
    "print(model.wv.similarity(str(name_to_movieId['Up (2009)']) , str(name_to_movieId['WALL·E (2008)'])))\n",
    "print(model.wv.similarity(str(name_to_movieId['2012 (2009)']) , str(name_to_movieId['Enemy at the Gates (2001)'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movieId</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>1961</td>\n",
       "      <td>Rain Man (1988)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movieId            title genres\n",
       "1877     1961  Rain Man (1988)  Drama"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#找出不同类的item\n",
    "diff = model.wv.doesnt_match([str(name_to_movieId['Up (2009)']) , \n",
    "                                              str(name_to_movieId['WALL·E (2008)']),\n",
    "                                              str(name_to_movieId['Despicable Me (2010)']),\n",
    "                                              str(name_to_movieId['Rain Man (1988)'])])\n",
    "df_movies[df_movies['movieId'].astype('str') == diff]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.05243643, -0.11525867, -0.3766339 ,  0.3468273 , -0.44353652,\n",
       "       -0.7402054 , -0.03762453,  0.05154592,  0.02068542,  0.34640124,\n",
       "       -0.36311376,  0.15405177,  0.09046546, -0.13065238, -0.43854085,\n",
       "        0.24089494, -0.33191556, -0.32298008,  0.22842562, -0.05481716,\n",
       "        0.41301683,  0.26706886, -0.61282545,  0.7585894 ,  0.13987756,\n",
       "        0.34451604, -0.12170434, -0.4812016 ,  0.12808688,  0.01357524,\n",
       "       -0.01181941, -0.23340093], dtype=float32)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##获取相关的向量\n",
    "item_vector = model.wv['1234']\n",
    "item_vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2864101</th>\n",
       "      <td>19410</td>\n",
       "      <td>1234</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1005610477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115627</th>\n",
       "      <td>776</td>\n",
       "      <td>2018</td>\n",
       "      <td>4.0</td>\n",
       "      <td>962984793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19820967</th>\n",
       "      <td>137218</td>\n",
       "      <td>14</td>\n",
       "      <td>5.0</td>\n",
       "      <td>851035419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3667336</th>\n",
       "      <td>24976</td>\n",
       "      <td>2188</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1015040676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19362844</th>\n",
       "      <td>134050</td>\n",
       "      <td>661</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1140398554</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          userId  movieId  rating   timestamp\n",
       "2864101    19410     1234     1.0  1005610477\n",
       "115627       776     2018     4.0   962984793\n",
       "19820967  137218       14     5.0   851035419\n",
       "3667336    24976     2188     2.0  1015040676\n",
       "19362844  134050      661     4.0  1140398554"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ratings_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['3932',\n",
       " '6807',\n",
       " '6242',\n",
       " '2804',\n",
       " '2644',\n",
       " '1304',\n",
       " '1208',\n",
       " '112',\n",
       " '1262',\n",
       " '2253',\n",
       " '6502',\n",
       " '3476',\n",
       " '8690',\n",
       " '6755',\n",
       " '6888',\n",
       " '1009',\n",
       " '1291',\n",
       " '367',\n",
       " '32',\n",
       " '2',\n",
       " '1920',\n",
       " '919',\n",
       " '589',\n",
       " '1246',\n",
       " '1994',\n",
       " '7001',\n",
       " '2918',\n",
       " '1217',\n",
       " '2716',\n",
       " '47',\n",
       " '1089',\n",
       " '653',\n",
       " '7482',\n",
       " '4980',\n",
       " '1261',\n",
       " '593',\n",
       " '2947',\n",
       " '3030',\n",
       " '1136',\n",
       " '3000',\n",
       " '4720',\n",
       " '1525',\n",
       " '7045',\n",
       " '3265',\n",
       " '4878',\n",
       " '4941',\n",
       " '2761',\n",
       " '924',\n",
       " '1201',\n",
       " '3037',\n",
       " '5898',\n",
       " '5146',\n",
       " '8482',\n",
       " '1080',\n",
       " '5679',\n",
       " '2664',\n",
       " '2692',\n",
       " '337',\n",
       " '6834',\n",
       " '1750']"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "splitted_movies[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test =df_ratings_test.iloc[:10000, :].groupby(['movieId', 'userId'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 3572)\n",
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    {
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    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
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     "output_type": "stream",
     "text": [
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "(1917, 30857)\n",
      "[30857]\n",
      "(1917, 38025)\n",
      "[38025]\n",
      "(1917, 59003)\n",
      "[59003]\n",
      "(1917, 62993)\n",
      "[62993]\n",
      "(1917, 76048)\n",
      "[76048]\n",
      "(1917, 81413)\n",
      "[81413]\n",
      "(1917, 98063)\n",
      "[98063]\n",
      "(1917, 104596)\n",
      "[104596]\n",
      "(1917, 108362)\n",
      "[108362]\n",
      "(1918, 7253)\n",
      "[7253]\n",
      "(1918, 24643)\n",
      "[24643]\n",
      "(1918, 49570)\n",
      "[49570]\n",
      "(1918, 73997)\n",
      "[73997]\n",
      "(1918, 97953)\n",
      "[97953]\n",
      "(1920, 11717)\n",
      "[11717]\n",
      "(1920, 87992)\n",
      "[87992]\n",
      "(1921, 79941)\n",
      "[79941]\n",
      "(1921, 80886)\n",
      "[80886]\n",
      "(1923, 6534)\n",
      "[6534]\n",
      "(1923, 45127)\n",
      "[45127]\n",
      "(1923, 78560)\n",
      "[78560]\n",
      "(1923, 80133)\n",
      "[80133]\n",
      "(1923, 81016)\n",
      "[81016]\n",
      "(1923, 88757)\n",
      "[88757]\n",
      "(1923, 92584)\n",
      "[92584]\n",
      "(1923, 122593)\n",
      "[122593]\n",
      "(1923, 127398)\n",
      "[127398]\n",
      "(1923, 127998)\n",
      "[127998]\n",
      "(1924, 57598)\n",
      "[57598]\n",
      "(1931, 119661)\n",
      "[119661]\n",
      "(1932, 99883)\n",
      "[99883]\n",
      "(1934, 5209)\n",
      "[5209]\n",
      "(1934, 18713)\n",
      "[18713]\n",
      "(1934, 89174)\n",
      "[89174]\n",
      "(1935, 44929)\n",
      "[44929]\n",
      "(1936, 30322)\n",
      "[30322]\n",
      "(1936, 39704)\n",
      "[39704]\n",
      "(1937, 106310)\n",
      "[106310]\n",
      "(1939, 52845)\n",
      "[52845]\n",
      "(1939, 72370)\n",
      "[72370]\n",
      "(1939, 126661)\n",
      "[126661]\n",
      "(1945, 856)\n",
      "[856]\n",
      "(1945, 105328)\n",
      "[105328]\n",
      "(1946, 10121)\n",
      "[10121]\n",
      "(1947, 45406)\n",
      "[45406]\n",
      "(1947, 60823)\n",
      "[60823]\n",
      "(1947, 114486)\n",
      "[114486]\n",
      "(1947, 117054)\n",
      "[117054]\n",
      "(1947, 130322)\n",
      "[130322]\n",
      "(1949, 91689)\n",
      "[91689]\n",
      "(1950, 11320)\n",
      "[11320]\n",
      "(1950, 74707)\n",
      "[74707]\n",
      "(1950, 97393)\n",
      "[97393]\n",
      "(1950, 114688)\n",
      "[114688]\n",
      "(1951, 132760)\n",
      "[132760]\n",
      "(1952, 122380)\n",
      "[122380]\n",
      "(1953, 6114)\n",
      "[6114]\n",
      "(1953, 15548)\n",
      "[15548]\n",
      "(1953, 17982)\n",
      "[17982]\n",
      "(1953, 89977)\n",
      "[89977]\n",
      "(1953, 97642)\n",
      "[97642]\n",
      "(1953, 110203)\n",
      "[110203]\n",
      "(1954, 17289)\n",
      "[17289]\n",
      "(1955, 98032)\n",
      "[98032]\n",
      "(1955, 116189)\n",
      "[116189]\n",
      "(1956, 105072)\n",
      "[105072]\n",
      "(1957, 14304)\n",
      "[14304]\n",
      "(1957, 53393)\n",
      "[53393]\n",
      "(1957, 70509)\n",
      "[70509]\n",
      "(1957, 121932)\n",
      "[121932]\n",
      "(1957, 125381)\n",
      "[125381]\n",
      "(1958, 102354)\n",
      "[102354]\n",
      "(1959, 92828)\n",
      "[92828]\n",
      "(1960, 35883)\n",
      "[35883]\n",
      "(1960, 75069)\n",
      "[75069]\n",
      "(1960, 96605)\n",
      "[96605]\n",
      "(1961, 23181)\n",
      "[23181]\n",
      "(1961, 33575)\n",
      "[33575]\n",
      "(1961, 58763)\n",
      "[58763]\n",
      "(1961, 65664)\n",
      "[65664]\n",
      "(1961, 68629)\n",
      "[68629]\n",
      "(1961, 69751)\n",
      "[69751]\n",
      "(1961, 81530)\n",
      "[81530]\n",
      "(1961, 85155)\n",
      "[85155]\n",
      "(1961, 109888)\n",
      "[109888]\n",
      "(1961, 121305)\n",
      "[121305]\n",
      "(1961, 121423)\n",
      "[121423]\n",
      "(1961, 123775)\n",
      "[123775]\n",
      "(1961, 137219)\n",
      "[137219]\n",
      "(1962, 57057)\n",
      "[57057]\n",
      "(1962, 80260)\n",
      "[80260]\n",
      "(1962, 128017)\n",
      "[128017]\n",
      "(1965, 63805)\n",
      "[63805]\n",
      "(1965, 88722)\n",
      "[88722]\n",
      "(1967, 60427)\n",
      "[60427]\n",
      "(1967, 134593)\n",
      "[134593]\n",
      "(1968, 23970)\n",
      "[23970]\n",
      "(1968, 41833)\n",
      "[41833]\n",
      "(1968, 47160)\n",
      "[47160]\n",
      "(1968, 59922)\n",
      "[59922]\n",
      "(1968, 82742)\n",
      "[82742]\n",
      "(1968, 87185)\n",
      "[87185]\n",
      "(1968, 88305)\n",
      "[88305]\n",
      "(1968, 89750)\n",
      "[89750]\n",
      "(1968, 126661)\n",
      "[126661]\n",
      "(1968, 131414)\n",
      "[131414]\n",
      "(1968, 131761)\n",
      "[131761]\n",
      "(1969, 14398)\n",
      "[14398]\n",
      "(1969, 78911)\n",
      "[78911]\n",
      "(1972, 17569)\n",
      "[17569]\n",
      "(1975, 41267)\n",
      "[41267]\n",
      "(1975, 75464)\n",
      "[75464]\n",
      "(1976, 60018)\n",
      "[60018]\n",
      "(1976, 137343)\n",
      "[137343]\n",
      "(1979, 122674)\n",
      "[122674]\n",
      "(1979, 135828)\n",
      "[135828]\n",
      "(1982, 56128)\n",
      "[56128]\n",
      "(1982, 97744)\n",
      "[97744]\n",
      "(1983, 14376)\n",
      "[14376]\n",
      "(1985, 52543)\n",
      "[52543]\n",
      "(1987, 107628)\n",
      "[107628]\n",
      "(1991, 106081)\n",
      "[106081]\n",
      "(1992, 81267)\n",
      "[81267]\n",
      "(1994, 23681)\n",
      "[23681]\n",
      "(1994, 73348)\n",
      "[73348]\n",
      "(1994, 88821)\n",
      "[88821]\n",
      "(1994, 106444)\n",
      "[106444]\n",
      "(1994, 110804)\n",
      "[110804]\n",
      "(1995, 28894)\n",
      "[28894]\n",
      "(1995, 98630)\n",
      "[98630]\n",
      "(1995, 107370)\n",
      "[107370]\n",
      "(1996, 70908)\n",
      "[70908]\n",
      "(1997, 12480)\n",
      "[12480]\n",
      "(1997, 29710)\n",
      "[29710]\n",
      "(1997, 30427)\n",
      "[30427]\n",
      "(1997, 74028)\n",
      "[74028]\n",
      "(1997, 91166)\n",
      "[91166]\n",
      "(1997, 96707)\n",
      "[96707]\n",
      "(1997, 101861)\n",
      "[101861]\n",
      "(1997, 102055)\n",
      "[102055]\n",
      "(1997, 111245)\n",
      "[111245]\n",
      "(1997, 128443)\n",
      "[128443]\n",
      "(1999, 70408)\n",
      "[70408]\n",
      "(2000, 29349)\n",
      "[29349]\n",
      "(2000, 33379)\n",
      "[33379]\n",
      "(2000, 54169)\n",
      "[54169]\n",
      "(2000, 82376)\n",
      "[82376]\n",
      "(2000, 92070)\n",
      "[92070]\n",
      "(2000, 102438)\n",
      "[102438]\n",
      "(2000, 103434)\n",
      "[103434]\n",
      "(2000, 121208)\n",
      "[121208]\n",
      "(2001, 7996)\n",
      "[7996]\n",
      "(2001, 24127)\n",
      "[24127]\n",
      "(2001, 28443)\n",
      "[28443]\n",
      "(2001, 40380)\n",
      "[40380]\n",
      "(2001, 59137)\n",
      "[59137]\n",
      "(2001, 59378)\n",
      "[59378]\n",
      "(2001, 96987)\n",
      "[96987]\n",
      "(2001, 107011)\n",
      "[107011]\n",
      "(2002, 90219)\n",
      "[90219]\n",
      "(2003, 775)\n",
      "[775]\n",
      "(2003, 19318)\n",
      "[19318]\n",
      "(2003, 74737)\n",
      "[74737]\n",
      "(2003, 113508)\n",
      "[113508]\n",
      "(2003, 128881)\n",
      "[128881]\n",
      "(2003, 138454)\n",
      "[138454]\n",
      "(2004, 54549)\n",
      "[54549]\n",
      "(2005, 3210)\n",
      "[3210]\n",
      "(2005, 3318)\n",
      "[3318]\n",
      "(2005, 33875)\n",
      "[33875]\n",
      "(2006, 103017)\n",
      "[103017]\n",
      "(2006, 104720)\n",
      "[104720]\n",
      "(2006, 130811)\n",
      "[130811]\n",
      "(2011, 7518)\n",
      "[7518]\n",
      "(2011, 16824)\n",
      "[16824]\n",
      "(2011, 37607)\n",
      "[37607]\n",
      "(2011, 44874)\n",
      "[44874]\n",
      "(2011, 51913)\n",
      "[51913]\n",
      "(2011, 52173)\n",
      "[52173]\n",
      "(2011, 76227)\n",
      "[76227]\n",
      "(2011, 112008)\n",
      "[112008]\n",
      "(2011, 127141)\n",
      "[127141]\n",
      "(2012, 27607)\n",
      "[27607]\n",
      "(2012, 35757)\n",
      "[35757]\n",
      "(2012, 37406)\n",
      "[37406]\n",
      "(2012, 57595)\n",
      "[57595]\n",
      "(2012, 60057)\n",
      "[60057]\n",
      "(2012, 68093)\n",
      "[68093]\n",
      "(2012, 75195)\n",
      "[75195]\n",
      "(2012, 89049)\n",
      "[89049]\n",
      "(2012, 93287)\n",
      "[93287]\n",
      "(2012, 94565)\n",
      "[94565]\n",
      "(2012, 99299)\n",
      "[99299]\n",
      "(2012, 110203)\n",
      "[110203]\n",
      "(2012, 113688)\n",
      "[113688]\n",
      "(2012, 127301)\n",
      "[127301]\n",
      "(2012, 135037)\n",
      "[135037]\n",
      "(2012, 137668)\n",
      "[137668]\n",
      "(2013, 62819)\n",
      "[62819]\n",
      "(2013, 78356)\n",
      "[78356]\n",
      "(2013, 84111)\n",
      "[84111]\n",
      "(2014, 5371)\n",
      "[5371]\n",
      "(2014, 86198)\n",
      "[86198]\n",
      "(2015, 113756)\n",
      "[113756]\n",
      "(2018, 776)\n",
      "[776]\n",
      "(2018, 34212)\n",
      "[34212]\n",
      "(2018, 64367)\n",
      "[64367]\n",
      "(2018, 71844)\n",
      "[71844]\n",
      "(2018, 127829)\n",
      "[127829]\n",
      "(2019, 57087)\n",
      "[57087]\n",
      "(2019, 123717)\n",
      "[123717]\n",
      "(2020, 86266)\n",
      "[86266]\n",
      "(2020, 121819)\n",
      "[121819]\n",
      "(2020, 136214)\n",
      "[136214]\n",
      "(2021, 13559)\n",
      "[13559]\n",
      "(2021, 46593)\n",
      "[46593]\n",
      "(2021, 69093)\n",
      "[69093]\n",
      "(2021, 80392)\n",
      "[80392]\n",
      "(2021, 89788)\n",
      "[89788]\n",
      "(2021, 91994)\n",
      "[91994]\n",
      "(2021, 126679)\n",
      "[126679]\n",
      "(2021, 133336)\n",
      "[133336]\n",
      "(2022, 96869)\n",
      "[96869]\n",
      "(2022, 126912)\n",
      "[126912]\n",
      "(2023, 7899)\n",
      "[7899]\n",
      "(2023, 19227)\n",
      "[19227]\n",
      "(2023, 132591)\n",
      "[132591]\n",
      "(2025, 12367)\n",
      "[12367]\n",
      "(2027, 8909)\n",
      "[8909]\n",
      "(2028, 9530)\n",
      "[9530]\n",
      "(2028, 26109)\n",
      "[26109]\n",
      "(2028, 29628)\n",
      "[29628]\n",
      "(2028, 34152)\n",
      "[34152]\n",
      "(2028, 38938)\n",
      "[38938]\n",
      "(2028, 43511)\n",
      "[43511]\n",
      "(2028, 53233)\n",
      "[53233]\n",
      "(2028, 59242)\n",
      "[59242]\n",
      "(2028, 61019)\n",
      "[61019]\n",
      "(2028, 80185)\n",
      "[80185]\n",
      "(2028, 81411)\n",
      "[81411]\n",
      "(2028, 93365)\n",
      "[93365]\n",
      "(2028, 96784)\n",
      "[96784]\n",
      "(2028, 105157)\n",
      "[105157]\n",
      "(2028, 118416)\n",
      "[118416]\n",
      "(2028, 129054)\n",
      "[129054]\n",
      "(2028, 136444)\n",
      "[136444]\n",
      "(2041, 12115)\n",
      "[12115]\n",
      "(2042, 87164)\n",
      "[87164]\n",
      "(2046, 29682)\n",
      "[29682]\n",
      "(2046, 78953)\n",
      "[78953]\n",
      "(2046, 79938)\n",
      "[79938]\n",
      "(2046, 88514)\n",
      "[88514]\n",
      "(2046, 109296)\n",
      "[109296]\n",
      "(2049, 80850)\n",
      "[80850]\n",
      "(2051, 108388)\n",
      "[108388]\n",
      "(2054, 12592)\n",
      "[12592]\n",
      "(2054, 23032)\n",
      "[23032]\n",
      "(2054, 38059)\n",
      "[38059]\n",
      "(2054, 47836)\n",
      "[47836]\n",
      "(2054, 63109)\n",
      "[63109]\n",
      "(2054, 67582)\n",
      "[67582]\n",
      "(2054, 81044)\n",
      "[81044]\n",
      "(2054, 99932)\n",
      "[99932]\n",
      "(2054, 113254)\n",
      "[113254]\n",
      "(2058, 23987)\n",
      "[23987]\n",
      "(2058, 64750)\n",
      "[64750]\n",
      "(2058, 111245)\n",
      "[111245]\n",
      "(2059, 30729)\n",
      "[30729]\n",
      "(2059, 132828)\n",
      "[132828]\n",
      "(2060, 19776)\n",
      "[19776]\n",
      "(2063, 26767)\n",
      "[26767]\n",
      "(2064, 12186)\n",
      "[12186]\n",
      "(2064, 24344)\n",
      "[24344]\n",
      "(2064, 61742)\n",
      "[61742]\n",
      "(2064, 79651)\n",
      "[79651]\n",
      "(2064, 100969)\n",
      "[100969]\n",
      "(2064, 121678)\n",
      "[121678]\n",
      "(2065, 111631)\n",
      "[111631]\n",
      "(2067, 7559)\n",
      "[7559]\n",
      "(2067, 32659)\n",
      "[32659]\n",
      "(2067, 92011)\n",
      "[92011]\n",
      "(2069, 134346)\n",
      "[134346]\n",
      "(2070, 100410)\n",
      "[100410]\n",
      "(2072, 101110)\n",
      "[101110]\n",
      "(2072, 120179)\n",
      "[120179]\n",
      "(2072, 125240)\n",
      "[125240]\n",
      "(2076, 23333)\n",
      "[23333]\n",
      "(2076, 85303)\n",
      "[85303]\n",
      "(2076, 111465)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[111465]\n",
      "(2076, 116982)\n",
      "[116982]\n",
      "(2078, 13569)\n",
      "[13569]\n",
      "(2078, 33476)\n",
      "[33476]\n",
      "(2078, 49386)\n",
      "[49386]\n",
      "(2078, 52321)\n",
      "[52321]\n",
      "(2078, 52845)\n",
      "[52845]\n",
      "(2078, 125940)\n",
      "[125940]\n",
      "(2080, 21850)\n",
      "[21850]\n",
      "(2080, 57874)\n",
      "[57874]\n",
      "(2080, 74102)\n",
      "[74102]\n",
      "(2080, 87846)\n",
      "[87846]\n",
      "(2081, 55312)\n",
      "[55312]\n",
      "(2081, 58196)\n",
      "[58196]\n",
      "(2081, 117752)\n",
      "[117752]\n",
      "(2081, 132486)\n",
      "[132486]\n",
      "(2082, 27210)\n",
      "[27210]\n",
      "(2082, 127559)\n",
      "[127559]\n",
      "(2085, 26855)\n",
      "[26855]\n",
      "(2085, 58800)\n",
      "[58800]\n",
      "(2085, 100506)\n",
      "[100506]\n",
      "(2085, 116127)\n",
      "[116127]\n",
      "(2087, 78)\n",
      "[78]\n",
      "(2087, 28731)\n",
      "[28731]\n",
      "(2087, 40649)\n",
      "[40649]\n",
      "(2087, 57673)\n",
      "[57673]\n",
      "(2087, 80886)\n",
      "[80886]\n",
      "(2087, 101033)\n",
      "[101033]\n",
      "(2087, 104878)\n",
      "[104878]\n",
      "(2090, 79401)\n",
      "[79401]\n",
      "(2090, 136534)\n",
      "[136534]\n",
      "(2091, 99518)\n",
      "[99518]\n",
      "(2092, 32618)\n",
      "[32618]\n",
      "(2092, 136988)\n",
      "[136988]\n",
      "(2093, 196)\n",
      "[196]\n",
      "(2093, 4295)\n",
      "[4295]\n",
      "(2094, 22861)\n",
      "[22861]\n",
      "(2094, 28744)\n",
      "[28744]\n",
      "(2094, 30731)\n",
      "[30731]\n",
      "(2094, 53235)\n",
      "[53235]\n",
      "(2096, 6811)\n",
      "[6811]\n",
      "(2096, 22493)\n",
      "[22493]\n",
      "(2096, 66172)\n",
      "[66172]\n",
      "(2096, 98292)\n",
      "[98292]\n",
      "(2097, 96050)\n",
      "[96050]\n",
      "(2099, 134538)\n",
      "[134538]\n",
      "(2100, 28195)\n",
      "[28195]\n",
      "(2100, 46367)\n",
      "[46367]\n",
      "(2100, 61664)\n",
      "[61664]\n",
      "(2100, 74846)\n",
      "[74846]\n",
      "(2100, 82578)\n",
      "[82578]\n",
      "(2100, 96703)\n",
      "[96703]\n",
      "(2100, 134129)\n",
      "[134129]\n",
      "(2100, 135069)\n",
      "[135069]\n",
      "(2102, 33944)\n",
      "[33944]\n",
      "(2102, 88029)\n",
      "[88029]\n",
      "(2105, 36131)\n",
      "[36131]\n",
      "(2105, 65008)\n",
      "[65008]\n",
      "(2105, 109643)\n",
      "[109643]\n",
      "(2105, 124565)\n",
      "[124565]\n",
      "(2105, 126169)\n",
      "[126169]\n",
      "(2105, 137893)\n",
      "[137893]\n",
      "(2107, 40285)\n",
      "[40285]\n",
      "(2107, 48845)\n",
      "[48845]\n",
      "(2107, 103281)\n",
      "[103281]\n",
      "(2108, 46659)\n",
      "[46659]\n",
      "(2109, 1135)\n",
      "[1135]\n",
      "(2109, 14421)\n",
      "[14421]\n",
      "(2109, 18449)\n",
      "[18449]\n",
      "(2109, 58208)\n",
      "[58208]\n",
      "(2109, 119734)\n",
      "[119734]\n",
      "(2109, 128523)\n",
      "[128523]\n",
      "(2110, 133811)\n",
      "[133811]\n",
      "(2111, 63289)\n",
      "[63289]\n",
      "(2111, 91867)\n",
      "[91867]\n",
      "(2111, 126683)\n",
      "[126683]\n",
      "(2114, 16233)\n",
      "[16233]\n",
      "(2114, 115631)\n",
      "[115631]\n",
      "(2115, 17552)\n",
      "[17552]\n",
      "(2115, 23054)\n",
      "[23054]\n",
      "(2115, 26860)\n",
      "[26860]\n",
      "(2115, 29343)\n",
      "[29343]\n",
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      "(2115, 70708)\n",
      "[70708]\n",
      "(2115, 87416)\n",
      "[87416]\n",
      "(2115, 92703)\n",
      "[92703]\n",
      "(2115, 115629)\n",
      "[115629]\n",
      "(2115, 136336)\n",
      "[136336]\n",
      "(2116, 71480)\n",
      "[71480]\n",
      "(2117, 44236)\n",
      "[44236]\n",
      "(2117, 45987)\n",
      "[45987]\n",
      "(2117, 102018)\n",
      "[102018]\n",
      "(2118, 33532)\n",
      "[33532]\n",
      "(2120, 132349)\n",
      "[132349]\n",
      "(2121, 30857)\n",
      "[30857]\n",
      "(2122, 5539)\n",
      "[5539]\n",
      "(2122, 106897)\n",
      "[106897]\n",
      "(2124, 116613)\n",
      "[116613]\n",
      "(2125, 84030)\n",
      "[84030]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[87056]\n",
      "(79134, 117765)\n",
      "[117765]\n",
      "(79139, 98)\n",
      "[98]\n",
      "(79242, 53680)\n",
      "[53680]\n",
      "(79702, 637)\n",
      "[637]\n",
      "(79702, 43147)\n",
      "[43147]\n",
      "(80463, 48114)\n",
      "[48114]\n",
      "(80463, 124834)\n",
      "[124834]\n",
      "(80489, 16881)\n",
      "[16881]\n",
      "(80489, 96647)\n",
      "[96647]\n",
      "(80549, 4900)\n",
      "[4900]\n",
      "(80549, 6125)\n",
      "[6125]\n",
      "(80549, 100214)\n",
      "[100214]\n",
      "(80615, 21186)\n",
      "[21186]\n",
      "(80864, 637)\n",
      "[637]\n",
      "(81020, 20973)\n",
      "[20973]\n",
      "(81083, 35705)\n",
      "[35705]\n",
      "(81417, 127390)\n",
      "[127390]\n",
      "(81562, 54171)\n",
      "[54171]\n",
      "(81562, 122079)\n",
      "[122079]\n",
      "(81591, 69878)\n",
      "[69878]\n",
      "(81591, 74546)\n",
      "[74546]\n",
      "(81591, 94687)\n",
      "[94687]\n",
      "(81591, 129445)\n",
      "[129445]\n",
      "(81591, 138187)\n",
      "[138187]\n",
      "(81731, 81598)\n",
      "[81598]\n",
      "(81782, 130193)\n",
      "[130193]\n",
      "(81788, 126569)\n",
      "[126569]\n",
      "(81845, 4959)\n",
      "[4959]\n",
      "(81845, 39169)\n",
      "[39169]\n",
      "(81845, 133032)\n",
      "[133032]\n",
      "(82186, 13244)\n",
      "[13244]\n",
      "(82461, 40076)\n",
      "[40076]\n",
      "(82527, 3858)\n",
      "[3858]\n",
      "(82852, 49138)\n",
      "[49138]\n",
      "(83059, 49075)\n",
      "[49075]\n",
      "(83134, 72715)\n",
      "[72715]\n",
      "(83506, 117144)\n",
      "[117144]\n",
      "(83616, 12128)\n",
      "[12128]\n",
      "(83756, 119757)\n",
      "[119757]\n",
      "(84152, 42228)\n",
      "[42228]\n",
      "(84152, 45974)\n",
      "[45974]\n",
      "(84152, 124547)\n",
      "[124547]\n",
      "(84374, 18311)\n",
      "[18311]\n",
      "(84696, 100436)\n",
      "[100436]\n",
      "(84772, 46526)\n",
      "[46526]\n",
      "(84855, 97297)\n",
      "[97297]\n",
      "(84944, 18611)\n",
      "[18611]\n",
      "(85131, 65874)\n",
      "[65874]\n",
      "(85179, 47635)\n",
      "[47635]\n",
      "(85354, 78356)\n",
      "[78356]\n",
      "(85774, 86358)\n",
      "[86358]\n",
      "(85796, 105001)\n",
      "[105001]\n",
      "(86320, 136262)\n",
      "[136262]\n",
      "(86332, 85870)\n",
      "[85870]\n",
      "(86332, 98699)\n",
      "[98699]\n",
      "(86332, 118416)\n",
      "[118416]\n",
      "(86833, 65242)\n",
      "[65242]\n",
      "(86882, 3846)\n",
      "[3846]\n",
      "(86911, 80989)\n",
      "[80989]\n",
      "(87071, 80092)\n",
      "[80092]\n",
      "(87222, 16310)\n",
      "[16310]\n",
      "(87306, 75843)\n",
      "[75843]\n",
      "(87306, 119989)\n",
      "[119989]\n",
      "(87430, 121650)\n",
      "[121650]\n",
      "(87430, 130477)\n",
      "[130477]\n",
      "(87520, 130398)\n",
      "[130398]\n",
      "(88129, 27631)\n",
      "[27631]\n",
      "(88140, 77484)\n",
      "[77484]\n",
      "(88140, 85833)\n",
      "[85833]\n",
      "(88140, 95254)\n",
      "[95254]\n",
      "(88163, 134117)\n",
      "[134117]\n",
      "(88746, 106712)\n",
      "[106712]\n",
      "(88932, 52661)\n",
      "[52661]\n",
      "(89087, 107087)\n",
      "[107087]\n",
      "(89260, 6333)\n",
      "[6333]\n",
      "(89470, 25804)\n",
      "[25804]\n",
      "(89492, 28217)\n",
      "[28217]\n",
      "(89492, 75618)\n",
      "[75618]\n",
      "(89745, 60427)\n",
      "[60427]\n",
      "(89745, 118725)\n",
      "[118725]\n",
      "(89759, 60697)\n",
      "[60697]\n",
      "(89761, 112418)\n",
      "[112418]\n",
      "(89780, 51995)\n",
      "[51995]\n",
      "(89804, 97230)\n",
      "[97230]\n",
      "(89864, 76819)\n",
      "[76819]\n",
      "(89877, 96647)\n",
      "[96647]\n",
      "(90057, 3029)\n",
      "[3029]\n",
      "(90405, 130972)\n",
      "[130972]\n",
      "(90439, 15776)\n",
      "[15776]\n",
      "(90528, 28864)\n",
      "[28864]\n",
      "(90531, 32632)\n",
      "[32632]\n",
      "(90746, 45493)\n",
      "[45493]\n",
      "(90746, 82434)\n",
      "[82434]\n",
      "(91094, 30317)\n",
      "[30317]\n",
      "(91104, 66281)\n",
      "[66281]\n",
      "(91233, 119048)\n",
      "[119048]\n",
      "(91485, 59445)\n",
      "[59445]\n",
      "(91485, 96757)\n",
      "[96757]\n",
      "(91529, 31606)\n",
      "[31606]\n",
      "(91542, 102575)\n",
      "[102575]\n",
      "(91653, 114327)\n",
      "[114327]\n",
      "(91673, 61411)\n",
      "[61411]\n",
      "(91976, 93657)\n",
      "[93657]\n",
      "(92192, 42909)\n",
      "[42909]\n",
      "(92259, 72008)\n",
      "[72008]\n",
      "(92314, 58920)\n",
      "[58920]\n",
      "(92687, 39497)\n",
      "[39497]\n",
      "(93363, 81583)\n",
      "[81583]\n",
      "(93840, 104347)\n",
      "[104347]\n",
      "(94018, 132073)\n",
      "[132073]\n",
      "(94070, 45727)\n",
      "[45727]\n",
      "(94070, 124275)\n",
      "[124275]\n",
      "(94748, 124782)\n",
      "[124782]\n",
      "(94959, 10448)\n",
      "[10448]\n",
      "(94959, 52780)\n",
      "[52780]\n",
      "(94959, 113063)\n",
      "[113063]\n",
      "(95167, 3660)\n",
      "[3660]\n",
      "(95218, 26193)\n",
      "[26193]\n",
      "(95761, 72949)\n",
      "[72949]\n",
      "(96054, 99175)\n",
      "[99175]\n",
      "(96079, 74142)\n",
      "[74142]\n",
      "(96110, 19066)\n",
      "[19066]\n",
      "(96281, 100367)\n",
      "[100367]\n",
      "(96488, 33257)\n",
      "[33257]\n",
      "(96488, 67569)\n",
      "[67569]\n",
      "(96667, 23061)\n",
      "[23061]\n",
      "(96815, 43209)\n",
      "[43209]\n",
      "(96861, 118698)\n",
      "[118698]\n",
      "(97024, 89299)\n",
      "[89299]\n",
      "(97132, 50723)\n",
      "[50723]\n",
      "(97304, 78524)\n",
      "[78524]\n",
      "(97306, 66635)\n",
      "[66635]\n",
      "(97673, 134290)\n",
      "[134290]\n",
      "(97870, 114601)\n",
      "[114601]\n",
      "(97913, 66263)\n",
      "[66263]\n",
      "(97913, 84012)\n",
      "[84012]\n",
      "(97921, 4464)\n",
      "[4464]\n",
      "(97921, 76972)\n",
      "[76972]\n",
      "(97921, 87813)\n",
      "[87813]\n",
      "(97938, 12019)\n",
      "[12019]\n",
      "(97938, 15701)\n",
      "[15701]\n",
      "(97938, 91392)\n",
      "[91392]\n",
      "(97938, 115007)\n",
      "[115007]\n",
      "(98585, 64866)\n",
      "[64866]\n",
      "(98961, 86666)\n",
      "[86666]\n",
      "(98961, 92706)\n",
      "[92706]\n",
      "(98961, 109883)\n",
      "[109883]\n",
      "(99007, 123260)\n",
      "[123260]\n",
      "(99114, 12100)\n",
      "[12100]\n",
      "(99114, 125276)\n",
      "[125276]\n",
      "(99145, 118877)\n",
      "[118877]\n",
      "(99149, 68818)\n",
      "[68818]\n",
      "(100108, 56603)\n",
      "[56603]\n",
      "(100485, 8601)\n",
      "[8601]\n",
      "(101283, 118325)\n",
      "[118325]\n",
      "(101864, 51199)\n",
      "[51199]\n",
      "(102033, 116806)\n",
      "[116806]\n",
      "(102125, 131347)\n",
      "[131347]\n",
      "(102160, 2208)\n",
      "[2208]\n",
      "(102194, 55504)\n",
      "[55504]\n",
      "(102684, 54478)\n",
      "[54478]\n",
      "(102880, 23041)\n",
      "[23041]\n",
      "(102880, 136684)\n",
      "[136684]\n",
      "(102903, 91231)\n",
      "[91231]\n",
      "(102993, 75738)\n",
      "[75738]\n",
      "(103228, 19711)\n",
      "[19711]\n",
      "(103235, 134213)\n",
      "[134213]\n",
      "(103249, 38184)\n",
      "[38184]\n",
      "(103275, 25645)\n",
      "[25645]\n",
      "(103306, 88820)\n",
      "[88820]\n",
      "(103335, 116806)\n",
      "[116806]\n",
      "(103341, 3251)\n",
      "[3251]\n",
      "(103523, 136015)\n",
      "[136015]\n",
      "(103669, 31921)\n",
      "[31921]\n",
      "(104218, 26855)\n",
      "[26855]\n",
      "(104243, 13487)\n",
      "[13487]\n",
      "(104272, 16850)\n",
      "[16850]\n",
      "(104875, 43019)\n",
      "[43019]\n",
      "(104975, 2068)\n",
      "[2068]\n",
      "(105742, 33323)\n",
      "[33323]\n",
      "(105954, 129184)\n",
      "[129184]\n",
      "(106002, 41305)\n",
      "[41305]\n",
      "(106011, 93527)\n",
      "[93527]\n",
      "(106072, 106680)\n",
      "[106680]\n",
      "(106438, 134497)\n",
      "[134497]\n",
      "(106841, 63437)\n",
      "[63437]\n",
      "(108871, 131904)\n",
      "[131904]\n",
      "(109374, 61648)\n",
      "[61648]\n",
      "(109374, 84012)\n",
      "[84012]\n",
      "(109895, 97059)\n",
      "[97059]\n",
      "(110675, 16606)\n",
      "[16606]\n",
      "(111436, 56825)\n",
      "[56825]\n",
      "(111622, 81644)\n",
      "[81644]\n",
      "(112183, 51199)\n",
      "[51199]\n",
      "(112183, 74252)\n",
      "[74252]\n",
      "(112290, 101469)\n",
      "[101469]\n",
      "(112556, 129993)\n",
      "[129993]\n",
      "(112623, 62269)\n",
      "[62269]\n",
      "(112852, 81109)\n",
      "[81109]\n",
      "(114060, 83556)\n",
      "[83556]\n",
      "(114662, 15217)\n",
      "[15217]\n",
      "(115569, 65409)\n",
      "[65409]\n",
      "(115664, 15884)\n",
      "[15884]\n",
      "(115881, 12131)\n",
      "[12131]\n",
      "(124943, 91193)\n",
      "[91193]\n"
     ]
    }
   ],
   "source": [
    "for gp_t in df_test.groups:\n",
    "    print(gp_t)\n",
    "    print(df_test.get_group(gp_t)['userId'].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
